{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import networkx as nx\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 加载数据\n",
    "emails = pd.read_csv('./data/Emails.csv', usecols=[3, 4])\n",
    "\n",
    "# 读取别名和对应的Id，保存到dict中\n",
    "file = pd.read_csv('./data/Aliases.csv')\n",
    "aliases = {}\n",
    "for index, row in file.iterrows():\n",
    "    aliases[row['Alias']] = row['Id']\n",
    "\n",
    "# 读取Id和对应的人名，保存到dict中\n",
    "file = pd.read_csv('./data/Persons.csv')\n",
    "persons = {}\n",
    "for index, row in file.iterrows():\n",
    "    persons[row['Id']] = row['Name']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 处理别名\n",
    "def unify_name(name):\n",
    "    name = str(name).lower() # 全部小写\n",
    "    name = name.replace(',', '').split('@')[0] # 去掉,和@后内容\n",
    "    if name in aliases.keys(): # 转化别名\n",
    "        return persons[aliases[name]]\n",
    "    return name\n",
    "    \n",
    "emails['MetadataFrom'] = emails['MetadataFrom'].apply(unify_name)\n",
    "emails['MetadataTo'] = emails['MetadataTo'].apply(unify_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 画网络图\n",
    "def show_graph(graph):\n",
    "    positions = nx.spring_layout(graph) # 使用Spring Layout布局，类似中心放射状\n",
    "    nodesize = [x['pagerank']*2000 for v, x in graph.nodes(data=True)] # 设置网络图中的节点大小，大小与pagerank值相关，因为pagerank值很小所以需要*20000\n",
    "    edgesize = [np.sqrt(e[2]['weight']) for e in graph.edges(data=True)] # 设置网络中的边长度\n",
    "    nx.draw_networkx_nodes(graph, positions, node_size=nodesize, alpha=0.4) # 绘制节点\n",
    "    nx.draw_networkx_edges(graph, positions, edge_size=edgesize, alpha=0.2) # 绘制边\n",
    "    nx.draw_networkx_labels(graph, positions, font_size=10) # 绘制节点的label\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 设置边的权重等于发邮件的次数\n",
    "edges_weights_temp = {}\n",
    "for row in zip(emails.MetadataFrom, emails.MetadataTo):\n",
    "    temp = (row[0], row[1])\n",
    "    if temp not in edges_weights_temp.keys():\n",
    "        edges_weights_temp[temp] = 1\n",
    "    else:\n",
    "        edges_weights_temp[temp] = edges_weights_temp[temp] + 1\n",
    "        \n",
    "# 转化格式(from, to), weight => from, to, weight\n",
    "edges_weights = [(key[0], key[1], val) for key, val in edges_weights_temp.items()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x128484438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "graph = nx.DiGraph() # 创建一个有向图\n",
    "graph.add_weighted_edges_from(edges_weights) # 设置有向图中的路径及权重(from, to, weight)\n",
    "pagerank = nx.pagerank(graph) # 计算每个节点（人）的PR值，并作为节点的pagerank属性\n",
    "pagerank_list = {node: rank for node, rank in pagerank.items()} # 获取每个节点的pagerank数值\n",
    "nx.set_node_attributes(graph, name='pagerank', values=pagerank_list) # 将pagerank数值作为节点属性\n",
    "show_graph(graph) # 画网络图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12ba810f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 将完整的图谱进行精简\n",
    "pagerank_threshold = 0.005 # 设置PR值的阈值，筛选大于阈值的重要核心节点\n",
    "small_graph = graph.copy() # 复制一份计算好的网络图\n",
    "for n, p_rank in graph.nodes(data=True): # 减掉PR值小于pagerank_threshold的节点\n",
    "    if p_rank['pagerank'] < pagerank_threshold:\n",
    "        small_graph.remove_node(n)\n",
    "        \n",
    "show_graph(small_graph)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
